Degradation-aware hardware reuse and retirement planning for AI accelerators

Instead of replacing AI chips on a fixed schedule, the system watches how healthy they are and keeps using partially degraded hardware for suitable lower-pressure jobs when possible, reducing waste and replacement emissions.